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Absolute Pose Estimation from Line Correspondences using Direct Linear Transformation

机译:线性对应的直接线性绝对姿态估计   转型

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摘要

This work is concerned with camera pose estimation from correspondences of3D/2D lines, i. e. with the Perspective-n-Line (PnL) problem. We focus on largeline sets, which can be efficiently solved by methods using linear formulationof PnL. We propose a novel method "DLT-Combined-Lines" based on the DirectLinear Transformation (DLT) algorithm, which benefits from a new combination oftwo existing DLT methods for pose estimation. The method represents 2Dstructure by lines, and 3D structure by both points and lines. The redundant 3Dinformation reduces the minimum required line correspondences to 5. Acornerstone of the method is a combined projection matri xestimated by the DLTalgorithm. It contains multiple estimates of camera rotation and translation,which can be recovered after enforcing constraints of the matrix. Multiplicityof the estimates is exploited to improve the accuracy of the proposed method.For large line sets (10 and more), the method is comparable to thestate-of-theart in accuracy of orientation estimation. It achievesstate-of-the-art accuracy in estimation of camera position and it yields thesmallest reprojection error under strong image noise. The method achieves top-3results on real world data. The proposed method is also highly computationallyeffective, estimating the pose of 1000 lines in 12 ms on a desktop computer.
机译:这项工作涉及根据3D / 2D线的对应关系估计相机姿态。 e。透视n线(PnL)问题。我们专注于大线集,可以通过使用线性公式化PnL的方法有效地解决这些问题。我们提出了一种基于DirectLinear变换(DLT)算法的新颖方法“ DLT组合线”,该方法得益于两种用于姿态估计的现有DLT方法的新组合。该方法用线表示2D结构,并用点和线表示3D结构。冗余3D信息将所需的最小行对应关系减少为5。该方法的基石是DLT算法估计的组合投影矩阵。它包含摄像机旋转和平移的多个估计,可以在执行矩阵约束后恢复这些估计。利用估计的多重性来提高所提出方法的准确性。对于大的线集(10个或更多),该方法在定向估计的准确性上可与最新技术相媲美。它在估计摄像机位置时达到了最新的精度,并且在强图像噪声下产生最小的重投影误差。该方法获得了真实世界数据的前三名结果。所提出的方法还具有很高的计算效率,可以估算台式计算机在12毫秒内1000条线的姿势。

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